Supercharging Recommender Systems: Unleashing the Power of Distributed Model Training
22 min

Supercharging Recommender Systems: Unleashing the Power of Distributed Model Training

MLOps World - MLOps World & Generative AI World 2024
Susrutha Gongalla
recommender-systems distributed-training data-parallelism stitch-fix machine-learning pytorch gpu-computing model-training deep-learning scalability python
Learning from Extremes: What Fraud-Fighting at Scale Can Teach Us About MLOps Across Domains
30 min

Learning from Extremes: What Fraud-Fighting at Scale Can Teach Us About MLOps Across Domains

MLOps World - MLOps World & Generative AI World 2024
Greg Kuhlmann
fraud-prevention training-serving-consistency mlops machine-learning real-time-ml data-modeling feature-engineering observability agile-development data-pipelines inference scalability
MLOps Isn't That Hard: Modular Stack with Open-Source Tools
9 min

MLOps Isn't That Hard: Modular Stack with Open-Source Tools

MLOps World - MLOps World & Generative AI World 2024
Adam Probst
pipelines mlops machine-learning python open-source data-science devops deployment orchestration reproducibility automation
Evolution of ML Training and Serving Infrastructure @ Pinterest Ads
27 min

Evolution of ML Training and Serving Infrastructure @ Pinterest Ads

MLOps World - MLOps World & Generative AI World 2024
Aayush Mudgal
training-infrastructure serving-infrastructure pinterest ads-ranking gpu-serving machine-learning ml-infrastructure transformer-models feature-engineering data-processing model-monitoring mlops
Low-latency Model Inference in Finance: A Close Look at Seldon V2
31 min

Low-latency Model Inference in Finance: A Close Look at Seldon V2

MLOps World - MLOps World & Generative AI World 2024
Vincent David Michael Meredith
model-inference low-latency service-oriented-architecture dag seldon machine-learning fintech kubernetes custom-resource-definitions mlops api-gateway grpc kafka
From Model T to Machine Learning: A Glimpse into Ford's MLOps and Hybrid Infrastructure Strategy
36 min

From Model T to Machine Learning: A Glimpse into Ford's MLOps and Hybrid Infrastructure Strategy

MLOps World - MLOps World & Generative AI World 2024
Naiel Samaan Valmir Bucaj
on-premise google-cloud-platform airflow mlops machine-learning ai hybrid-cloud gcp docker kubernetes data-modeling devops
How Do You Scale to Billions of Fine-Tuned LLMs
5 min

How Do You Scale to Billions of Fine-Tuned LLMs

MLOps World - MLOps World & Generative AI World 2024
James Dbiorin
cuda batching llm large-language-models fine-tuning lora inference scalability parameter-efficient-fine-tuning gpu mlops ai
Synthetic Data: Generative AI for Enhanced Data Quality in the Era of Foundational Models
35 min

Synthetic Data: Generative AI for Enhanced Data Quality in the Era of Foundational Models

MLOps World - MLOps World & Generative AI World 2024
Fabiana Clemente
foundational-models data-augmentation gan data-democratization generative-ai synthetic-data data-quality llms bias-mitigation data-privacy machine-learning artificial-intelligence generative-models transformers
Lessons Learned Productionizing LLMs for Stripe Support
29 min

Lessons Learned Productionizing LLMs for Stripe Support

MLOps World - MLOps World & Generative AI World 2024
Sophie Daly
support-operations data-strategy llm large-language-models nlp natural-language-processing ai machine-learning retrieval-augmented-generation rag fine-tuning
LLM Economics: The Cost of Leveraging Large Language Models
32 min

LLM Economics: The Cost of Leveraging Large Language Models

MLOps World - MLOps World & Generative AI World 2024
Nikunj Bajaj
cost-analysis open-source-llm commercial-llm api-costs llm large-language-models generative-ai rag fine-tuning model-deployment inference-cost python
Applying Responsible AI with the Open-Source LangTest Library
32 min

Applying Responsible AI with the Open-Source LangTest Library

MLOps World - MLOps World & Generative AI World 2024
David Talby
langtest ai-bias ai responsible-ai llm nlp testing data-leakage mlops python open-source
Intelligent Writing Assistants in the era of Large Language Models
25 min

Intelligent Writing Assistants in the era of Large Language Models

MLOps World - MLOps World & Generative AI World 2024
Vipul Raheja
text-generation text-editing instruction-tuning collaborative-writing iterative-revision computational-linguistics natural-language-processing large-language-models writing-assistance human-in-the-loop reinforcement-learning